Fairness

Using Natural Sentence Prompts for Understanding Biases in Language Models NAACL 2022 VALUE: Understanding Dialect Disparity in NLU ACL 2022 VLStereoSet: A Study of Stereotypical Bias in Pre-trained Vision-Language Models AACL 2022 Washing The Unwashable : On The (Im)possibility of Fairwashing Detection NeurIPS 2022 Welcome to the Modern World of Pronouns: Identity-Inclusive Natural Language Processing beyond Gender COLING 2022 What changed? Investigating Debiasing Methods using Causal Mediation Analysis NAACL 2022 Whose Language Counts as High Quality? Measuring Language Ideologies in Text Data Selection EMNLP 2022 Word Embeddings via Causal Inference: Gender Bias Reducing and Semantic Information Preserving AAAI 2022 You reap what you sow: On the Challenges of Bias Evaluation Under Multilingual Settings ACL 2022 A Causal Approach for Unfair Edge Prioritization and Discrimination Removal ACML 2021 A Causal Lens for Controllable Text Generation NeurIPS 2021 Addressing fairness in classification with a model-agnostic multi-objective algorithm UAI 2021 Addressing the Long-term Impact of ML Decisions via Policy Regret IJCAI 2021 Adversarial Scrubbing of Demographic Information for Text Classification EMNLP 2021 Algorithms for Fairness in Sequential Decision Making AISTATS 2021 Annotating Online Misogyny ACL 2021 Are Chess Discussions Racist? An Adversarial Hate Speech Data Set (Student Abstract) AAAI 2021 Assessing Fairness in the Presence of Missing Data NeurIPS 2021 Assessing the Reliability of Word Embedding Gender Bias Measures EMNLP 2021 A Survey of Race, Racism, and Anti-Racism in NLP ACL 2021 Bad Seeds: Evaluating Lexical Methods for Bias Measurement ACL 2021 Bias Silhouette Analysis: Towards Assessing the Quality of Bias Metrics for Word Embedding Models IJCAI 2021 Blind Pareto Fairness and Subgroup Robustness ICML 2021 Can Question Generation Debias Question Answering Models? A Case Study on Question–Context Lexical Overlap EMNLP 2021 Certifying Robustness to Programmable Data Bias in Decision Trees NeurIPS 2021